Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 79215 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 13.3 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 22 |
|---|
X_13 is highly correlated with X_14 | High correlation |
X_14 is highly correlated with X_13 and 3 other fields | High correlation |
X_15 is highly correlated with X_14 and 2 other fields | High correlation |
X_16 is highly correlated with X_14 and 3 other fields | High correlation |
X_17 is highly correlated with X_15 and 2 other fields | High correlation |
X_18 is highly correlated with X_14 and 3 other fields | High correlation |
X_24 is highly correlated with X_25 and 4 other fields | High correlation |
X_25 is highly correlated with X_24 and 4 other fields | High correlation |
X_26 is highly correlated with X_24 and 4 other fields | High correlation |
X_27 is highly correlated with X_24 and 4 other fields | High correlation |
X_28 is highly correlated with X_24 and 4 other fields | High correlation |
X_29 is highly correlated with X_24 and 4 other fields | High correlation |
X_38 is highly correlated with X_39 and 1 other fields | High correlation |
X_39 is highly correlated with X_38 and 1 other fields | High correlation |
X_40 is highly correlated with X_38 and 1 other fields | High correlation |
X_41 is highly correlated with X_43 | High correlation |
X_42 is highly correlated with X_44 and 1 other fields | High correlation |
X_43 is highly correlated with X_41 and 1 other fields | High correlation |
X_44 is highly correlated with X_16 and 1 other fields | High correlation |
X_45 is highly correlated with X_42 and 1 other fields | High correlation |
X_13 is highly correlated with X_14 | High correlation |
X_14 is highly correlated with X_13 and 4 other fields | High correlation |
X_15 is highly correlated with X_14 and 2 other fields | High correlation |
X_16 is highly correlated with X_14 and 3 other fields | High correlation |
X_17 is highly correlated with X_14 and 3 other fields | High correlation |
X_18 is highly correlated with X_14 and 3 other fields | High correlation |
X_24 is highly correlated with X_25 and 4 other fields | High correlation |
X_25 is highly correlated with X_24 and 4 other fields | High correlation |
X_26 is highly correlated with X_24 and 4 other fields | High correlation |
X_27 is highly correlated with X_24 and 4 other fields | High correlation |
X_28 is highly correlated with X_24 and 4 other fields | High correlation |
X_29 is highly correlated with X_24 and 4 other fields | High correlation |
X_38 is highly correlated with X_39 and 1 other fields | High correlation |
X_39 is highly correlated with X_38 | High correlation |
X_40 is highly correlated with X_38 | High correlation |
X_41 is highly correlated with X_43 | High correlation |
X_42 is highly correlated with X_44 and 1 other fields | High correlation |
X_43 is highly correlated with X_41 and 1 other fields | High correlation |
X_44 is highly correlated with X_16 and 1 other fields | High correlation |
X_45 is highly correlated with X_42 and 1 other fields | High correlation |
X_14 is highly correlated with X_15 and 1 other fields | High correlation |
X_15 is highly correlated with X_14 and 1 other fields | High correlation |
X_16 is highly correlated with X_17 and 1 other fields | High correlation |
X_17 is highly correlated with X_16 and 1 other fields | High correlation |
X_18 is highly correlated with X_14 and 3 other fields | High correlation |
X_24 is highly correlated with X_25 and 4 other fields | High correlation |
X_25 is highly correlated with X_24 and 4 other fields | High correlation |
X_26 is highly correlated with X_24 and 4 other fields | High correlation |
X_27 is highly correlated with X_24 and 4 other fields | High correlation |
X_28 is highly correlated with X_24 and 4 other fields | High correlation |
X_29 is highly correlated with X_24 and 4 other fields | High correlation |
X_38 is highly correlated with X_39 and 1 other fields | High correlation |
X_39 is highly correlated with X_38 and 1 other fields | High correlation |
X_40 is highly correlated with X_38 and 1 other fields | High correlation |
X_41 is highly correlated with X_43 | High correlation |
X_42 is highly correlated with X_44 | High correlation |
X_43 is highly correlated with X_41 and 1 other fields | High correlation |
X_44 is highly correlated with X_42 | High correlation |
X_45 is highly correlated with X_43 | High correlation |
X_13 is highly correlated with X_14 and 3 other fields | High correlation |
X_14 is highly correlated with X_13 and 4 other fields | High correlation |
X_15 is highly correlated with X_13 and 4 other fields | High correlation |
X_16 is highly correlated with X_13 and 4 other fields | High correlation |
X_17 is highly correlated with X_14 and 3 other fields | High correlation |
X_18 is highly correlated with X_13 and 4 other fields | High correlation |
X_24 is highly correlated with X_25 and 3 other fields | High correlation |
X_25 is highly correlated with X_24 and 4 other fields | High correlation |
X_26 is highly correlated with X_24 and 4 other fields | High correlation |
X_27 is highly correlated with X_25 and 3 other fields | High correlation |
X_28 is highly correlated with X_24 and 4 other fields | High correlation |
X_29 is highly correlated with X_24 and 4 other fields | High correlation |
X_38 is highly correlated with X_41 and 1 other fields | High correlation |
X_39 is highly correlated with X_40 | High correlation |
X_40 is highly correlated with X_39 | High correlation |
X_41 is highly correlated with X_38 and 4 other fields | High correlation |
X_42 is highly correlated with X_38 and 3 other fields | High correlation |
X_43 is highly correlated with X_41 and 2 other fields | High correlation |
X_44 is highly correlated with X_41 and 2 other fields | High correlation |
X_45 is highly correlated with X_41 and 2 other fields | High correlation |
X_38 is highly skewed (γ1 = 21.53589587) | Skewed |
df_index is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2022-08-08 03:58:42.370395 |
|---|---|
| Analysis finished | 2022-08-08 03:59:58.961640 |
| Duration | 1 minute and 16.59 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 39608 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19803.25 |
| Minimum | 0 |
|---|---|
| Maximum | 39607 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1980 |
| Q1 | 9901.5 |
| median | 19803 |
| Q3 | 29705 |
| 95-th percentile | 37626.3 |
| Maximum | 39607 |
| Range | 39607 |
| Interquartile range (IQR) | 19803.5 |
Descriptive statistics
| Standard deviation | 11433.77256 |
|---|---|
| Coefficient of variation (CV) | 0.5773684907 |
| Kurtosis | -1.199999999 |
| Mean | 19803.25 |
| Median Absolute Deviation (MAD) | 9902 |
| Skewness | 1.6561712 × 10-9 |
| Sum | 1568714449 |
| Variance | 130731155.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 26407 | 2 | < 0.1% |
| 26400 | 2 | < 0.1% |
| 26401 | 2 | < 0.1% |
| 26402 | 2 | < 0.1% |
| 26403 | 2 | < 0.1% |
| 26404 | 2 | < 0.1% |
| 26405 | 2 | < 0.1% |
| 26406 | 2 | < 0.1% |
| 26408 | 2 | < 0.1% |
| Other values (39598) | 79195 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 |
| Value | Count | Frequency (%) |
| 39607 | 1 | |
| 39606 | 2 | |
| 39605 | 2 | |
| 39604 | 2 | |
| 39603 | 2 | |
| 39602 | 2 | |
| 39601 | 2 | |
| 39600 | 2 | |
| 39599 | 2 | |
| 39598 | 2 |
X_12
Real number (ℝ≥0)
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.373336111 |
| Minimum | 4.27 |
|---|---|
| Maximum | 4.59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 4.27 |
|---|---|
| 5-th percentile | 4.34 |
| Q1 | 4.36 |
| median | 4.37 |
| Q3 | 4.39 |
| 95-th percentile | 4.41 |
| Maximum | 4.59 |
| Range | 0.32 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.02183974819 |
|---|---|
| Coefficient of variation (CV) | 0.00499384169 |
| Kurtosis | 0.4278170534 |
| Mean | 4.373336111 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 0.09538646153 |
| Sum | 346433.82 |
| Variance | 0.0004769746012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.38 | 18147 | |
| 4.37 | 13117 | |
| 4.36 | 10454 | |
| 4.39 | 9362 | |
| 4.35 | 9102 | |
| 4.4 | 6108 | 7.7% |
| 4.34 | 4234 | 5.3% |
| 4.41 | 3187 | 4.0% |
| 4.33 | 2238 | 2.8% |
| 4.42 | 1426 | 1.8% |
| Other values (14) | 1840 | 2.3% |
| Value | Count | Frequency (%) |
| 4.27 | 1 | < 0.1% |
| 4.28 | 2 | < 0.1% |
| 4.29 | 3 | < 0.1% |
| 4.3 | 37 | < 0.1% |
| 4.31 | 236 | 0.3% |
| 4.32 | 595 | 0.8% |
| 4.33 | 2238 | 2.8% |
| 4.34 | 4234 | |
| 4.35 | 9102 | |
| 4.36 | 10454 |
| Value | Count | Frequency (%) |
| 4.59 | 1 | < 0.1% |
| 4.49 | 1 | < 0.1% |
| 4.48 | 2 | < 0.1% |
| 4.47 | 12 | < 0.1% |
| 4.46 | 39 | < 0.1% |
| 4.45 | 62 | 0.1% |
| 4.44 | 251 | 0.3% |
| 4.43 | 598 | 0.8% |
| 4.42 | 1426 | |
| 4.41 | 3187 |
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1433659029 |
| Minimum | 0.05 |
|---|---|
| Maximum | 0.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.13 |
| median | 0.14 |
| Q3 | 0.16 |
| 95-th percentile | 0.19 |
| Maximum | 0.34 |
| Range | 0.29 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.02527388023 |
|---|---|
| Coefficient of variation (CV) | 0.1762893388 |
| Kurtosis | 0.5269889659 |
| Mean | 0.1433659029 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 0.2092799702 |
| Sum | 11356.73 |
| Variance | 0.0006387690219 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.14 | 17376 | |
| 0.15 | 10913 | |
| 0.13 | 9793 | |
| 0.16 | 8933 | |
| 0.12 | 7682 | |
| 0.17 | 6299 | 8.0% |
| 0.11 | 5120 | 6.5% |
| 0.18 | 4007 | 5.1% |
| 0.1 | 2811 | 3.5% |
| 0.19 | 2202 | 2.8% |
| Other values (16) | 4079 | 5.1% |
| Value | Count | Frequency (%) |
| 0.05 | 13 | < 0.1% |
| 0.06 | 46 | 0.1% |
| 0.07 | 157 | 0.2% |
| 0.08 | 479 | 0.6% |
| 0.09 | 1252 | 1.6% |
| 0.1 | 2811 | 3.5% |
| 0.11 | 5120 | 6.5% |
| 0.12 | 7682 | |
| 0.13 | 9793 | |
| 0.14 | 17376 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | < 0.1% |
| 0.33 | 2 | < 0.1% |
| 0.28 | 1 | < 0.1% |
| 0.27 | 6 | < 0.1% |
| 0.26 | 3 | < 0.1% |
| 0.25 | 19 | < 0.1% |
| 0.24 | 30 | < 0.1% |
| 0.23 | 87 | 0.1% |
| 0.22 | 243 | |
| 0.21 | 566 |
| Distinct | 36 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.37221057 |
| Minimum | 13.08 |
|---|---|
| Maximum | 13.51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 13.08 |
|---|---|
| 5-th percentile | 13.32 |
| Q1 | 13.35 |
| median | 13.37 |
| Q3 | 13.39 |
| 95-th percentile | 13.42 |
| Maximum | 13.51 |
| Range | 0.43 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.02984952452 |
|---|---|
| Coefficient of variation (CV) | 0.002232205691 |
| Kurtosis | 0.8991382222 |
| Mean | 13.37221057 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | -0.03809019941 |
| Sum | 1059279.66 |
| Variance | 0.0008909941141 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.38 | 15508 | |
| 13.37 | 10300 | |
| 13.36 | 9429 | |
| 13.35 | 8149 | |
| 13.39 | 6968 | |
| 13.4 | 5663 | 7.1% |
| 13.34 | 5278 | 6.7% |
| 13.41 | 3965 | 5.0% |
| 13.33 | 3502 | 4.4% |
| 13.42 | 2556 | 3.2% |
| Other values (26) | 7897 |
| Value | Count | Frequency (%) |
| 13.08 | 1 | < 0.1% |
| 13.09 | 1 | < 0.1% |
| 13.12 | 1 | < 0.1% |
| 13.15 | 1 | < 0.1% |
| 13.16 | 2 | |
| 13.19 | 3 | |
| 13.21 | 2 | |
| 13.22 | 3 | |
| 13.23 | 3 | |
| 13.24 | 3 |
| Value | Count | Frequency (%) |
| 13.51 | 1 | < 0.1% |
| 13.49 | 7 | < 0.1% |
| 13.48 | 22 | < 0.1% |
| 13.47 | 68 | 0.1% |
| 13.46 | 188 | 0.2% |
| 13.45 | 534 | 0.7% |
| 13.44 | 1112 | 1.4% |
| 13.43 | 1605 | |
| 13.42 | 2556 | |
| 13.41 | 3965 |
| Distinct | 30 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.38190658 |
| Minimum | 13.19 |
|---|---|
| Maximum | 13.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 13.19 |
|---|---|
| 5-th percentile | 13.33 |
| Q1 | 13.36 |
| median | 13.38 |
| Q3 | 13.41 |
| 95-th percentile | 13.42 |
| Maximum | 13.5 |
| Range | 0.31 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.029456911 |
|---|---|
| Coefficient of variation (CV) | 0.002201249188 |
| Kurtosis | -0.08009965792 |
| Mean | 13.38190658 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | -0.3206922949 |
| Sum | 1060047.73 |
| Variance | 0.0008677096058 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.41 | 12764 | |
| 13.38 | 9638 | |
| 13.37 | 8911 | |
| 13.4 | 8550 | |
| 13.39 | 8424 | |
| 13.36 | 7582 | |
| 13.35 | 6415 | |
| 13.42 | 4403 | 5.6% |
| 13.34 | 3929 | 5.0% |
| 13.33 | 2333 | 2.9% |
| Other values (20) | 6266 |
| Value | Count | Frequency (%) |
| 13.19 | 1 | < 0.1% |
| 13.2 | 1 | < 0.1% |
| 13.23 | 1 | < 0.1% |
| 13.24 | 2 | < 0.1% |
| 13.25 | 2 | < 0.1% |
| 13.26 | 18 | < 0.1% |
| 13.27 | 26 | < 0.1% |
| 13.28 | 59 | 0.1% |
| 13.29 | 150 | |
| 13.3 | 298 |
| Value | Count | Frequency (%) |
| 13.5 | 2 | < 0.1% |
| 13.49 | 3 | < 0.1% |
| 13.48 | 7 | < 0.1% |
| 13.47 | 46 | 0.1% |
| 13.46 | 129 | 0.2% |
| 13.45 | 328 | 0.4% |
| 13.44 | 1020 | 1.3% |
| 13.43 | 2272 | 2.9% |
| 13.42 | 4403 | 5.6% |
| 13.41 | 12764 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.46405302 |
| Minimum | 13.15 |
|---|---|
| Maximum | 13.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 13.15 |
|---|---|
| 5-th percentile | 13.4 |
| Q1 | 13.44 |
| median | 13.47 |
| Q3 | 13.49 |
| 95-th percentile | 13.52 |
| Maximum | 13.61 |
| Range | 0.46 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.03664871005 |
|---|---|
| Coefficient of variation (CV) | 0.002721967152 |
| Kurtosis | 0.2353858408 |
| Mean | 13.46405302 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | -0.09811836716 |
| Sum | 1066554.96 |
| Variance | 0.001343127949 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.47 | 13620 | |
| 13.46 | 7773 | |
| 13.45 | 7637 | |
| 13.48 | 6457 | |
| 13.49 | 6061 | |
| 13.44 | 5956 | |
| 13.5 | 4859 | 6.1% |
| 13.43 | 4838 | 6.1% |
| 13.42 | 3964 | 5.0% |
| 13.51 | 3731 | 4.7% |
| Other values (29) | 14319 |
| Value | Count | Frequency (%) |
| 13.15 | 1 | < 0.1% |
| 13.22 | 1 | < 0.1% |
| 13.24 | 2 | |
| 13.26 | 1 | < 0.1% |
| 13.27 | 3 | |
| 13.28 | 3 | |
| 13.29 | 1 | < 0.1% |
| 13.3 | 2 | |
| 13.31 | 1 | < 0.1% |
| 13.32 | 4 |
| Value | Count | Frequency (%) |
| 13.61 | 2 | < 0.1% |
| 13.6 | 6 | < 0.1% |
| 13.59 | 15 | < 0.1% |
| 13.58 | 38 | < 0.1% |
| 13.57 | 111 | 0.1% |
| 13.56 | 245 | 0.3% |
| 13.55 | 574 | 0.7% |
| 13.54 | 980 | 1.2% |
| 13.53 | 1945 | |
| 13.52 | 2739 |
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.51266856 |
| Minimum | 13.4 |
|---|---|
| Maximum | 13.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 13.4 |
|---|---|
| 5-th percentile | 13.47 |
| Q1 | 13.5 |
| median | 13.51 |
| Q3 | 13.53 |
| 95-th percentile | 13.55 |
| Maximum | 13.62 |
| Range | 0.22 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.02336549456 |
|---|---|
| Coefficient of variation (CV) | 0.001729154715 |
| Kurtosis | 0.2464930706 |
| Mean | 13.51266856 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | -0.1901729832 |
| Sum | 1070406.04 |
| Variance | 0.0005459463359 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.52 | 17627 | |
| 13.51 | 12131 | |
| 13.5 | 10797 | |
| 13.53 | 9209 | |
| 13.49 | 7087 | |
| 13.54 | 6727 | 8.5% |
| 13.48 | 4876 | 6.2% |
| 13.55 | 3445 | 4.3% |
| 13.47 | 2727 | 3.4% |
| 13.56 | 1634 | 2.1% |
| Other values (13) | 2955 | 3.7% |
| Value | Count | Frequency (%) |
| 13.4 | 1 | < 0.1% |
| 13.41 | 9 | < 0.1% |
| 13.42 | 15 | < 0.1% |
| 13.43 | 64 | 0.1% |
| 13.44 | 152 | 0.2% |
| 13.45 | 510 | 0.6% |
| 13.46 | 1381 | 1.7% |
| 13.47 | 2727 | 3.4% |
| 13.48 | 4876 | |
| 13.49 | 7087 |
| Value | Count | Frequency (%) |
| 13.62 | 1 | < 0.1% |
| 13.61 | 3 | < 0.1% |
| 13.6 | 5 | < 0.1% |
| 13.59 | 37 | < 0.1% |
| 13.58 | 203 | 0.3% |
| 13.57 | 574 | 0.7% |
| 13.56 | 1634 | 2.1% |
| 13.55 | 3445 | 4.3% |
| 13.54 | 6727 | |
| 13.53 | 9209 |
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.44934924 |
| Minimum | 13.23 |
|---|---|
| Maximum | 13.57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 13.23 |
|---|---|
| 5-th percentile | 13.4 |
| Q1 | 13.43 |
| median | 13.45 |
| Q3 | 13.47 |
| 95-th percentile | 13.5 |
| Maximum | 13.57 |
| Range | 0.34 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.02913831235 |
|---|---|
| Coefficient of variation (CV) | 0.002166522099 |
| Kurtosis | 0.6984985375 |
| Mean | 13.44934924 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | -0.1211458726 |
| Sum | 1065390.2 |
| Variance | 0.0008490412464 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.46 | 15105 | |
| 13.45 | 11268 | |
| 13.44 | 9815 | |
| 13.43 | 8165 | |
| 13.47 | 7147 | |
| 13.42 | 5798 | 7.3% |
| 13.48 | 4671 | 5.9% |
| 13.41 | 3900 | 4.9% |
| 13.49 | 3576 | 4.5% |
| 13.4 | 2187 | 2.8% |
| Other values (24) | 7583 |
| Value | Count | Frequency (%) |
| 13.23 | 2 | < 0.1% |
| 13.25 | 1 | < 0.1% |
| 13.26 | 1 | < 0.1% |
| 13.27 | 2 | < 0.1% |
| 13.28 | 1 | < 0.1% |
| 13.29 | 1 | < 0.1% |
| 13.3 | 1 | < 0.1% |
| 13.31 | 4 | < 0.1% |
| 13.32 | 4 | < 0.1% |
| 13.33 | 10 |
| Value | Count | Frequency (%) |
| 13.57 | 3 | < 0.1% |
| 13.56 | 10 | < 0.1% |
| 13.55 | 31 | < 0.1% |
| 13.54 | 102 | 0.1% |
| 13.53 | 352 | 0.4% |
| 13.52 | 700 | 0.9% |
| 13.51 | 1283 | 1.6% |
| 13.5 | 2169 | |
| 13.49 | 3576 | |
| 13.48 | 4671 |
| Distinct | 37 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.115689074 |
| Minimum | 1.83 |
|---|---|
| Maximum | 2.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 1.83 |
|---|---|
| 5-th percentile | 2.07 |
| Q1 | 2.09 |
| median | 2.12 |
| Q3 | 2.14 |
| 95-th percentile | 2.17 |
| Maximum | 2.35 |
| Range | 0.52 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.0325969196 |
|---|---|
| Coefficient of variation (CV) | 0.0154072354 |
| Kurtosis | 0.4239663751 |
| Mean | 2.115689074 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 0.2357893725 |
| Sum | 167594.31 |
| Variance | 0.001062559167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.07 | 8947 | |
| 2.11 | 8696 | |
| 2.14 | 8534 | |
| 2.1 | 8230 | |
| 2.12 | 8209 | |
| 2.13 | 7453 | |
| 2.15 | 6743 | |
| 2.09 | 6337 | |
| 2.08 | 4499 | |
| 2.16 | 4482 | |
| Other values (27) | 7085 |
| Value | Count | Frequency (%) |
| 1.83 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 2.01 | 2 | < 0.1% |
| 2.02 | 17 | < 0.1% |
| 2.03 | 53 | 0.1% |
| 2.04 | 193 | 0.2% |
| 2.05 | 649 | 0.8% |
| 2.06 | 1660 | 2.1% |
| 2.07 | 8947 | |
| 2.08 | 4499 |
| Value | Count | Frequency (%) |
| 2.35 | 4 | < 0.1% |
| 2.34 | 10 | |
| 2.33 | 6 | |
| 2.32 | 5 | |
| 2.31 | 6 | |
| 2.3 | 4 | < 0.1% |
| 2.29 | 12 | |
| 2.28 | 7 | |
| 2.27 | 11 | |
| 2.26 | 8 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.093877801 |
| Minimum | 1.96 |
|---|---|
| Maximum | 2.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 1.96 |
|---|---|
| 5-th percentile | 2.04 |
| Q1 | 2.07 |
| median | 2.09 |
| Q3 | 2.12 |
| 95-th percentile | 2.15 |
| Maximum | 2.35 |
| Range | 0.39 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.03304903874 |
|---|---|
| Coefficient of variation (CV) | 0.0157836521 |
| Kurtosis | 1.123540403 |
| Mean | 2.093877801 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 0.4797877658 |
| Sum | 165866.53 |
| Variance | 0.001092238962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.07 | 12204 | |
| 2.1 | 8183 | |
| 2.09 | 8104 | |
| 2.08 | 7597 | |
| 2.11 | 7228 | |
| 2.12 | 6901 | |
| 2.13 | 5797 | |
| 2.06 | 5739 | |
| 2.14 | 4430 | 5.6% |
| 2.05 | 4405 | 5.6% |
| Other values (30) | 8627 |
| Value | Count | Frequency (%) |
| 1.96 | 1 | < 0.1% |
| 1.97 | 1 | < 0.1% |
| 1.98 | 1 | < 0.1% |
| 1.99 | 10 | < 0.1% |
| 2 | 29 | < 0.1% |
| 2.01 | 101 | 0.1% |
| 2.02 | 352 | 0.4% |
| 2.03 | 1052 | 1.3% |
| 2.04 | 2697 | |
| 2.05 | 4405 |
| Value | Count | Frequency (%) |
| 2.35 | 2 | < 0.1% |
| 2.34 | 6 | |
| 2.33 | 6 | |
| 2.32 | 2 | < 0.1% |
| 2.31 | 10 | |
| 2.3 | 10 | |
| 2.29 | 10 | |
| 2.28 | 8 | |
| 2.27 | 6 | |
| 2.26 | 13 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.090322792 |
| Minimum | 1.96 |
|---|---|
| Maximum | 2.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 1.96 |
|---|---|
| 5-th percentile | 2.03 |
| Q1 | 2.06 |
| median | 2.09 |
| Q3 | 2.12 |
| 95-th percentile | 2.15 |
| Maximum | 2.35 |
| Range | 0.39 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.03850899885 |
|---|---|
| Coefficient of variation (CV) | 0.01842251302 |
| Kurtosis | 2.338847419 |
| Mean | 2.090322792 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 0.6082625787 |
| Sum | 165584.92 |
| Variance | 0.001482942992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.08 | 8324 | |
| 2.09 | 7954 | |
| 2.1 | 7655 | |
| 2.03 | 7511 | |
| 2.11 | 7192 | |
| 2.07 | 7152 | |
| 2.12 | 6845 | |
| 2.13 | 5604 | |
| 2.06 | 5467 | |
| 2.14 | 4030 | 5.1% |
| Other values (30) | 11481 |
| Value | Count | Frequency (%) |
| 1.96 | 1 | < 0.1% |
| 1.97 | 1 | < 0.1% |
| 1.98 | 4 | < 0.1% |
| 1.99 | 15 | < 0.1% |
| 2 | 45 | 0.1% |
| 2.01 | 228 | 0.3% |
| 2.02 | 680 | 0.9% |
| 2.03 | 7511 | |
| 2.04 | 2475 | 3.1% |
| 2.05 | 3664 |
| Value | Count | Frequency (%) |
| 2.35 | 4 | < 0.1% |
| 2.34 | 16 | < 0.1% |
| 2.33 | 24 | |
| 2.32 | 28 | |
| 2.31 | 24 | |
| 2.3 | 34 | |
| 2.29 | 26 | |
| 2.28 | 38 | |
| 2.27 | 30 | |
| 2.26 | 43 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.098344001 |
| Minimum | 1.88 |
|---|---|
| Maximum | 2.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 1.88 |
|---|---|
| 5-th percentile | 2.05 |
| Q1 | 2.07 |
| median | 2.09 |
| Q3 | 2.12 |
| 95-th percentile | 2.16 |
| Maximum | 2.35 |
| Range | 0.47 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.03828977111 |
|---|---|
| Coefficient of variation (CV) | 0.01824761388 |
| Kurtosis | 4.078197323 |
| Mean | 2.098344001 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 1.195539653 |
| Sum | 166220.32 |
| Variance | 0.001466106572 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.07 | 12245 | |
| 2.1 | 8194 | |
| 2.09 | 7900 | |
| 2.11 | 7222 | |
| 2.08 | 7196 | |
| 2.12 | 6596 | |
| 2.06 | 5416 | |
| 2.13 | 5410 | |
| 2.14 | 4472 | 5.6% |
| 2.05 | 3729 | 4.7% |
| Other values (30) | 10835 |
| Value | Count | Frequency (%) |
| 1.88 | 1 | < 0.1% |
| 1.96 | 2 | < 0.1% |
| 1.98 | 3 | < 0.1% |
| 1.99 | 9 | < 0.1% |
| 2 | 25 | < 0.1% |
| 2.01 | 108 | 0.1% |
| 2.02 | 349 | 0.4% |
| 2.03 | 910 | 1.1% |
| 2.04 | 2152 | |
| 2.05 | 3729 |
| Value | Count | Frequency (%) |
| 2.35 | 13 | < 0.1% |
| 2.34 | 25 | < 0.1% |
| 2.33 | 46 | |
| 2.32 | 36 | |
| 2.31 | 48 | |
| 2.3 | 57 | |
| 2.29 | 53 | |
| 2.28 | 57 | |
| 2.27 | 64 | |
| 2.26 | 66 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.118553683 |
| Minimum | 1.93 |
|---|---|
| Maximum | 2.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 1.93 |
|---|---|
| 5-th percentile | 2.06 |
| Q1 | 2.09 |
| median | 2.12 |
| Q3 | 2.14 |
| 95-th percentile | 2.18 |
| Maximum | 2.35 |
| Range | 0.42 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.04263835813 |
|---|---|
| Coefficient of variation (CV) | 0.02012616365 |
| Kurtosis | 4.308699528 |
| Mean | 2.118553683 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 1.310512141 |
| Sum | 167821.23 |
| Variance | 0.001818029584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.12 | 8460 | |
| 2.11 | 8248 | |
| 2.1 | 7912 | |
| 2.14 | 7873 | |
| 2.13 | 7822 | |
| 2.06 | 7650 | |
| 2.09 | 6069 | |
| 2.15 | 5638 | |
| 2.08 | 4426 | 5.6% |
| 2.16 | 3862 | 4.9% |
| Other values (29) | 11255 |
| Value | Count | Frequency (%) |
| 1.93 | 1 | < 0.1% |
| 1.98 | 1 | < 0.1% |
| 1.99 | 3 | < 0.1% |
| 2 | 3 | < 0.1% |
| 2.01 | 5 | < 0.1% |
| 2.02 | 28 | < 0.1% |
| 2.03 | 75 | 0.1% |
| 2.04 | 369 | 0.5% |
| 2.05 | 837 | 1.1% |
| 2.06 | 7650 |
| Value | Count | Frequency (%) |
| 2.35 | 55 | 0.1% |
| 2.34 | 90 | |
| 2.33 | 127 | |
| 2.32 | 116 | |
| 2.31 | 116 | |
| 2.3 | 125 | |
| 2.29 | 143 | |
| 2.28 | 152 | |
| 2.27 | 166 | |
| 2.26 | 162 |
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.173619517 |
| Minimum | 2.02 |
|---|---|
| Maximum | 2.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 2.02 |
|---|---|
| 5-th percentile | 2.12 |
| Q1 | 2.14 |
| median | 2.17 |
| Q3 | 2.2 |
| 95-th percentile | 2.26 |
| Maximum | 2.36 |
| Range | 0.34 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.04681096933 |
|---|---|
| Coefficient of variation (CV) | 0.02153595373 |
| Kurtosis | 1.985749761 |
| Mean | 2.173619517 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 1.166364803 |
| Sum | 172183.27 |
| Variance | 0.00219126685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.12 | 9389 | |
| 2.15 | 7498 | |
| 2.16 | 7390 | |
| 2.17 | 6888 | |
| 2.18 | 6733 | |
| 2.19 | 6710 | |
| 2.14 | 5692 | |
| 2.2 | 5595 | 7.1% |
| 2.13 | 4760 | 6.0% |
| 2.21 | 4480 | 5.7% |
| Other values (23) | 14080 |
| Value | Count | Frequency (%) |
| 2.02 | 1 | < 0.1% |
| 2.04 | 2 | < 0.1% |
| 2.06 | 5 | < 0.1% |
| 2.07 | 16 | < 0.1% |
| 2.08 | 41 | 0.1% |
| 2.09 | 217 | 0.3% |
| 2.1 | 762 | 1.0% |
| 2.11 | 1960 | 2.5% |
| 2.12 | 9389 | |
| 2.13 | 4760 |
| Value | Count | Frequency (%) |
| 2.36 | 181 | 0.2% |
| 2.35 | 307 | |
| 2.34 | 329 | |
| 2.33 | 342 | |
| 2.32 | 374 | |
| 2.31 | 407 | |
| 2.3 | 426 | |
| 2.29 | 435 | |
| 2.28 | 500 | |
| 2.27 | 616 |
| Distinct | 267 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -15.90735101 |
| Minimum | -17.09 |
|---|---|
| Maximum | 32.23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 79214 |
| Negative (%) | > 99.9% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | -17.09 |
|---|---|
| 5-th percentile | -16.33 |
| Q1 | -16.16 |
| median | -15.99 |
| Q3 | -15.75 |
| 95-th percentile | -15.23 |
| Maximum | 32.23 |
| Range | 49.32 |
| Interquartile range (IQR) | 0.41 |
Descriptive statistics
| Standard deviation | 0.5320721989 |
|---|---|
| Coefficient of variation (CV) | -0.03344819629 |
| Kurtosis | 1140.399844 |
| Mean | -15.90735101 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 21.53589587 |
| Sum | -1260100.81 |
| Variance | 0.2831008248 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -16.11 | 1499 | 1.9% |
| -16.08 | 1453 | 1.8% |
| -16.04 | 1401 | 1.8% |
| -16.02 | 1396 | 1.8% |
| -15.99 | 1392 | 1.8% |
| -16.13 | 1376 | 1.7% |
| -16.17 | 1329 | 1.7% |
| -16.19 | 1291 | 1.6% |
| -16.23 | 1204 | 1.5% |
| -16.1 | 1135 | 1.4% |
| Other values (257) | 65739 |
| Value | Count | Frequency (%) |
| -17.09 | 1 | |
| -17.05 | 1 | |
| -17.04 | 1 | |
| -17.02 | 1 | |
| -17.01 | 1 | |
| -16.95 | 1 | |
| -16.94 | 1 | |
| -16.93 | 2 | |
| -16.91 | 1 | |
| -16.88 | 1 |
| Value | Count | Frequency (%) |
| 32.23 | 1 | < 0.1% |
| -2.65 | 61 | |
| -14.1 | 1 | < 0.1% |
| -14.12 | 1 | < 0.1% |
| -14.2 | 1 | < 0.1% |
| -14.25 | 1 | < 0.1% |
| -14.26 | 1 | < 0.1% |
| -14.35 | 1 | < 0.1% |
| -14.38 | 1 | < 0.1% |
| -14.39 | 1 | < 0.1% |
| Distinct | 264 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -15.89356599 |
| Minimum | -17.09 |
|---|---|
| Maximum | -2.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 79215 |
| Negative (%) | 100.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | -17.09 |
|---|---|
| 5-th percentile | -16.34 |
| Q1 | -16.16 |
| median | -15.99 |
| Q3 | -15.75 |
| 95-th percentile | -15.24 |
| Maximum | -2.65 |
| Range | 14.44 |
| Interquartile range (IQR) | 0.41 |
Descriptive statistics
| Standard deviation | 0.7055989191 |
|---|---|
| Coefficient of variation (CV) | -0.04439525525 |
| Kurtosis | 268.278863 |
| Mean | -15.89356599 |
| Median Absolute Deviation (MAD) | 0.19 |
| Skewness | 14.534386 |
| Sum | -1259008.83 |
| Variance | 0.4978698346 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -16.11 | 1511 | 1.9% |
| -16.08 | 1488 | 1.9% |
| -16.13 | 1449 | 1.8% |
| -16.02 | 1418 | 1.8% |
| -16.04 | 1385 | 1.7% |
| -16.17 | 1329 | 1.7% |
| -15.99 | 1310 | 1.7% |
| -16.19 | 1302 | 1.6% |
| -15.95 | 1242 | 1.6% |
| -16.23 | 1221 | 1.5% |
| Other values (254) | 65560 |
| Value | Count | Frequency (%) |
| -17.09 | 1 | < 0.1% |
| -17.07 | 1 | < 0.1% |
| -16.99 | 2 | < 0.1% |
| -16.97 | 2 | < 0.1% |
| -16.93 | 1 | < 0.1% |
| -16.91 | 2 | < 0.1% |
| -16.89 | 2 | < 0.1% |
| -16.88 | 3 | |
| -16.86 | 1 | < 0.1% |
| -16.84 | 5 |
| Value | Count | Frequency (%) |
| -2.65 | 173 | |
| -14.11 | 1 | < 0.1% |
| -14.15 | 1 | < 0.1% |
| -14.16 | 1 | < 0.1% |
| -14.21 | 1 | < 0.1% |
| -14.24 | 1 | < 0.1% |
| -14.26 | 1 | < 0.1% |
| -14.31 | 1 | < 0.1% |
| -14.33 | 1 | < 0.1% |
| -14.36 | 1 | < 0.1% |
| Distinct | 263 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -16.57232961 |
| Minimum | -17.75 |
|---|---|
| Maximum | -14.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 79215 |
| Negative (%) | 100.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | -17.75 |
|---|---|
| 5-th percentile | -16.99 |
| Q1 | -16.81 |
| median | -16.64 |
| Q3 | -16.4 |
| 95-th percentile | -15.88 |
| Maximum | -14.78 |
| Range | 2.97 |
| Interquartile range (IQR) | 0.41 |
Descriptive statistics
| Standard deviation | 0.3444261602 |
|---|---|
| Coefficient of variation (CV) | -0.02078320721 |
| Kurtosis | 1.383041925 |
| Mean | -16.57232961 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 1.086859227 |
| Sum | -1312777.09 |
| Variance | 0.1186293798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -16.72 | 1432 | 1.8% |
| -16.76 | 1423 | 1.8% |
| -16.7 | 1408 | 1.8% |
| -16.79 | 1380 | 1.7% |
| -16.67 | 1377 | 1.7% |
| -16.81 | 1355 | 1.7% |
| -16.63 | 1316 | 1.7% |
| -16.85 | 1306 | 1.6% |
| -16.61 | 1182 | 1.5% |
| -16.88 | 1137 | 1.4% |
| Other values (253) | 65899 |
| Value | Count | Frequency (%) |
| -17.75 | 1 | |
| -17.72 | 2 | |
| -17.69 | 1 | |
| -17.62 | 1 | |
| -17.59 | 1 | |
| -17.58 | 1 | |
| -17.56 | 2 | |
| -17.55 | 2 | |
| -17.53 | 2 | |
| -17.52 | 1 |
| Value | Count | Frequency (%) |
| -14.78 | 1 | < 0.1% |
| -14.8 | 1 | < 0.1% |
| -14.83 | 1 | < 0.1% |
| -14.88 | 1 | < 0.1% |
| -14.97 | 2 | |
| -15 | 1 | < 0.1% |
| -15.01 | 1 | < 0.1% |
| -15.05 | 1 | < 0.1% |
| -15.06 | 1 | < 0.1% |
| -15.07 | 4 |
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.1871364 |
| Minimum | 20.73 |
|---|---|
| Maximum | 21.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 20.73 |
|---|---|
| 5-th percentile | 21.14 |
| Q1 | 21.17 |
| median | 21.19 |
| Q3 | 21.21 |
| 95-th percentile | 21.24 |
| Maximum | 21.62 |
| Range | 0.89 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.03086650198 |
|---|---|
| Coefficient of variation (CV) | 0.001456851053 |
| Kurtosis | 3.214408381 |
| Mean | 21.1871364 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | -0.08115085437 |
| Sum | 1678339.01 |
| Variance | 0.0009527409446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.19 | 11427 | |
| 21.17 | 10227 | |
| 21.18 | 9520 | |
| 21.2 | 8385 | |
| 21.21 | 8289 | |
| 21.16 | 6639 | |
| 21.15 | 5454 | |
| 21.22 | 5045 | |
| 21.23 | 3829 | 4.8% |
| 21.14 | 2804 | 3.5% |
| Other values (34) | 7596 |
| Value | Count | Frequency (%) |
| 20.73 | 1 | |
| 20.78 | 1 | |
| 20.81 | 2 | |
| 20.85 | 2 | |
| 20.86 | 1 | |
| 20.89 | 1 | |
| 20.97 | 1 | |
| 20.98 | 1 | |
| 20.99 | 1 | |
| 21.01 | 2 |
| Value | Count | Frequency (%) |
| 21.62 | 1 | < 0.1% |
| 21.51 | 1 | < 0.1% |
| 21.33 | 2 | < 0.1% |
| 21.32 | 6 | < 0.1% |
| 21.31 | 23 | < 0.1% |
| 21.3 | 43 | 0.1% |
| 21.29 | 65 | 0.1% |
| 21.28 | 158 | 0.2% |
| 21.27 | 288 | |
| 21.26 | 652 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.05950237 |
| Minimum | 20.79 |
|---|---|
| Maximum | 21.44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 20.79 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 21.03 |
| median | 21.06 |
| Q3 | 21.09 |
| 95-th percentile | 21.13 |
| Maximum | 21.44 |
| Range | 0.65 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.04023339753 |
|---|---|
| Coefficient of variation (CV) | 0.001910462879 |
| Kurtosis | 0.4649611753 |
| Mean | 21.05950237 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 0.05199705833 |
| Sum | 1668228.48 |
| Variance | 0.001618726277 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.06 | 8419 | |
| 21.05 | 7717 | |
| 21.08 | 7441 | |
| 21.04 | 7207 | |
| 21.07 | 6645 | |
| 21.03 | 6368 | 8.0% |
| 21.09 | 5170 | 6.5% |
| 21.1 | 5126 | 6.5% |
| 21.02 | 4755 | 6.0% |
| 21.01 | 4185 | 5.3% |
| Other values (35) | 16182 |
| Value | Count | Frequency (%) |
| 20.79 | 1 | < 0.1% |
| 20.81 | 1 | < 0.1% |
| 20.88 | 1 | < 0.1% |
| 20.89 | 10 | < 0.1% |
| 20.9 | 22 | < 0.1% |
| 20.91 | 24 | < 0.1% |
| 20.92 | 49 | 0.1% |
| 20.93 | 63 | 0.1% |
| 20.94 | 115 | |
| 20.95 | 176 |
| Value | Count | Frequency (%) |
| 21.44 | 1 | < 0.1% |
| 21.31 | 3 | < 0.1% |
| 21.29 | 2 | < 0.1% |
| 21.28 | 4 | |
| 21.27 | 1 | < 0.1% |
| 21.25 | 2 | < 0.1% |
| 21.24 | 5 | |
| 21.23 | 8 | |
| 21.22 | 6 | |
| 21.21 | 6 |
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.20391706 |
| Minimum | 20.8 |
|---|---|
| Maximum | 21.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 20.8 |
|---|---|
| 5-th percentile | 21.13 |
| Q1 | 21.17 |
| median | 21.2 |
| Q3 | 21.24 |
| 95-th percentile | 21.28 |
| Maximum | 21.41 |
| Range | 0.61 |
| Interquartile range (IQR) | 0.07 |
Descriptive statistics
| Standard deviation | 0.04727842814 |
|---|---|
| Coefficient of variation (CV) | 0.002229702559 |
| Kurtosis | 0.6533989495 |
| Mean | 21.20391706 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | -0.1374009512 |
| Sum | 1679668.29 |
| Variance | 0.002235249768 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.19 | 7530 | 9.5% |
| 21.21 | 7475 | 9.4% |
| 21.2 | 6345 | 8.0% |
| 21.17 | 5883 | 7.4% |
| 21.23 | 5713 | 7.2% |
| 21.18 | 5709 | 7.2% |
| 21.22 | 5583 | 7.0% |
| 21.24 | 5308 | 6.7% |
| 21.16 | 3910 | 4.9% |
| 21.25 | 3750 | 4.7% |
| Other values (44) | 22009 |
| Value | Count | Frequency (%) |
| 20.8 | 1 | < 0.1% |
| 20.84 | 1 | < 0.1% |
| 20.87 | 1 | < 0.1% |
| 20.89 | 1 | < 0.1% |
| 20.9 | 1 | < 0.1% |
| 20.92 | 2 | |
| 20.93 | 1 | < 0.1% |
| 20.95 | 1 | < 0.1% |
| 20.96 | 1 | < 0.1% |
| 20.97 | 3 |
| Value | Count | Frequency (%) |
| 21.41 | 1 | < 0.1% |
| 21.4 | 4 | < 0.1% |
| 21.39 | 7 | < 0.1% |
| 21.38 | 7 | < 0.1% |
| 21.37 | 19 | < 0.1% |
| 21.36 | 25 | < 0.1% |
| 21.35 | 65 | 0.1% |
| 21.34 | 90 | 0.1% |
| 21.33 | 170 | |
| 21.32 | 304 |
| Distinct | 37 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.16023266 |
| Minimum | 20.93 |
|---|---|
| Maximum | 21.32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 20.93 |
|---|---|
| 5-th percentile | 21.1 |
| Q1 | 21.13 |
| median | 21.16 |
| Q3 | 21.19 |
| 95-th percentile | 21.22 |
| Maximum | 21.32 |
| Range | 0.39 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.04214197817 |
|---|---|
| Coefficient of variation (CV) | 0.001991564972 |
| Kurtosis | -0.1111087146 |
| Mean | 21.16023266 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | -0.3667056325 |
| Sum | 1676207.83 |
| Variance | 0.001775946324 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.19 | 8156 | |
| 21.12 | 7209 | |
| 21.14 | 7202 | |
| 21.13 | 6920 | |
| 21.2 | 6738 | |
| 21.21 | 6626 | |
| 21.15 | 5974 | 7.5% |
| 21.18 | 5380 | 6.8% |
| 21.17 | 4686 | 5.9% |
| 21.11 | 3983 | 5.0% |
| Other values (27) | 16341 |
| Value | Count | Frequency (%) |
| 20.93 | 1 | < 0.1% |
| 20.94 | 1 | < 0.1% |
| 20.95 | 4 | < 0.1% |
| 20.96 | 8 | < 0.1% |
| 20.97 | 3 | < 0.1% |
| 20.98 | 8 | < 0.1% |
| 20.99 | 19 | < 0.1% |
| 21 | 30 | < 0.1% |
| 21.01 | 74 | |
| 21.02 | 119 |
| Value | Count | Frequency (%) |
| 21.32 | 1 | < 0.1% |
| 21.28 | 2 | < 0.1% |
| 21.27 | 2 | < 0.1% |
| 21.26 | 19 | < 0.1% |
| 21.25 | 137 | 0.2% |
| 21.24 | 654 | 0.8% |
| 21.23 | 1951 | 2.5% |
| 21.22 | 3610 | |
| 21.21 | 6626 | |
| 21.2 | 6738 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.154575901 |
| Minimum | 0 |
|---|---|
| Maximum | 0.42 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 619.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.08 |
| Q1 | 0.12 |
| median | 0.15 |
| Q3 | 0.19 |
| 95-th percentile | 0.23 |
| Maximum | 0.42 |
| Range | 0.42 |
| Interquartile range (IQR) | 0.07 |
Descriptive statistics
| Standard deviation | 0.04718884696 |
|---|---|
| Coefficient of variation (CV) | 0.3052794559 |
| Kurtosis | -0.353650489 |
| Mean | 0.154575901 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 0.2462375801 |
| Sum | 12244.73 |
| Variance | 0.002226787277 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.13 | 6166 | 7.8% |
| 0.12 | 6049 | 7.6% |
| 0.14 | 5833 | 7.4% |
| 0.16 | 5773 | 7.3% |
| 0.15 | 5700 | 7.2% |
| 0.11 | 5465 | 6.9% |
| 0.17 | 5449 | 6.9% |
| 0.18 | 5188 | 6.5% |
| 0.19 | 4763 | 6.0% |
| 0.1 | 4462 | 5.6% |
| Other values (30) | 24367 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.01 | 3 | < 0.1% |
| 0.02 | 10 | < 0.1% |
| 0.03 | 34 | < 0.1% |
| 0.04 | 124 | 0.2% |
| 0.05 | 308 | 0.4% |
| 0.06 | 646 | 0.8% |
| 0.07 | 1206 | 1.5% |
| 0.08 | 2086 | |
| 0.09 | 3259 |
| Value | Count | Frequency (%) |
| 0.42 | 2 | < 0.1% |
| 0.39 | 2 | < 0.1% |
| 0.38 | 1 | < 0.1% |
| 0.36 | 3 | < 0.1% |
| 0.35 | 3 | < 0.1% |
| 0.34 | 5 | < 0.1% |
| 0.33 | 7 | < 0.1% |
| 0.32 | 10 | < 0.1% |
| 0.31 | 32 | |
| 0.3 | 60 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | X_12 | X_13 | X_14 | X_15 | X_16 | X_17 | X_18 | X_24 | X_25 | X_26 | X_27 | X_28 | X_29 | X_38 | X_39 | X_40 | X_41 | X_42 | X_43 | X_44 | X_45 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 4.34 | 0.18 | 13.34 | 13.37 | 13.40 | 13.52 | 13.44 | 2.05 | 2.07 | 2.05 | 2.06 | 2.06 | 2.35 | -16.41 | -16.36 | -17.03 | 21.20 | 20.99 | 21.28 | 21.09 | 0.29 |
| 1 | 1 | 4.38 | 0.18 | 13.33 | 13.33 | 13.46 | 13.51 | 13.42 | 2.10 | 2.10 | 2.10 | 2.10 | 2.17 | 2.28 | -16.06 | -16.11 | -16.74 | 21.16 | 21.03 | 21.16 | 21.13 | 0.13 |
| 2 | 2 | 4.36 | 0.15 | 13.36 | 13.36 | 13.39 | 13.51 | 13.43 | 2.07 | 2.06 | 2.04 | 2.07 | 2.10 | 2.26 | -16.16 | -16.17 | -16.76 | 21.13 | 21.03 | 21.17 | 21.12 | 0.14 |
| 3 | 3 | 4.33 | 0.21 | 13.30 | 13.33 | 13.39 | 13.51 | 13.40 | 2.06 | 2.05 | 2.03 | 2.06 | 2.07 | 2.12 | -16.05 | -16.03 | -16.67 | 21.18 | 20.98 | 21.20 | 21.09 | 0.22 |
| 4 | 4 | 4.35 | 0.16 | 13.35 | 13.34 | 13.41 | 13.50 | 13.42 | 2.09 | 2.06 | 2.09 | 2.12 | 2.33 | 2.13 | -16.25 | -16.23 | -16.85 | 21.16 | 20.96 | 21.18 | 21.10 | 0.22 |
| 5 | 5 | 4.38 | 0.14 | 13.37 | 13.37 | 13.46 | 13.51 | 13.44 | 2.11 | 2.09 | 2.09 | 2.10 | 2.10 | 2.18 | -16.45 | -16.50 | -17.14 | 21.17 | 21.07 | 21.19 | 21.16 | 0.12 |
| 6 | 6 | 4.37 | 0.14 | 13.36 | 13.38 | 13.43 | 13.50 | 13.44 | 2.07 | 2.04 | 2.04 | 2.03 | 2.07 | 2.12 | -15.60 | -15.58 | -16.23 | 21.18 | 20.99 | 21.20 | 21.10 | 0.21 |
| 7 | 7 | 4.37 | 0.16 | 13.34 | 13.35 | 13.45 | 13.50 | 13.43 | 2.12 | 2.09 | 2.09 | 2.10 | 2.12 | 2.16 | -16.08 | -15.99 | -16.68 | 21.19 | 21.00 | 21.23 | 21.12 | 0.23 |
| 8 | 8 | 4.39 | 0.14 | 13.39 | 13.36 | 13.47 | 13.50 | 13.45 | 2.10 | 2.10 | 2.11 | 2.17 | 2.13 | 2.17 | -15.85 | -15.91 | -16.54 | 21.17 | 21.07 | 21.17 | 21.16 | 0.10 |
| 9 | 9 | 4.35 | 0.14 | 13.37 | 13.38 | 13.42 | 13.51 | 13.46 | 2.05 | 2.05 | 2.27 | 2.16 | 2.08 | 2.25 | -16.03 | -16.00 | -16.63 | 21.13 | 21.00 | 21.17 | 21.10 | 0.17 |
Last rows
| df_index | X_12 | X_13 | X_14 | X_15 | X_16 | X_17 | X_18 | X_24 | X_25 | X_26 | X_27 | X_28 | X_29 | X_38 | X_39 | X_40 | X_41 | X_42 | X_43 | X_44 | X_45 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 79205 | 39598 | 4.33 | 0.16 | 13.39 | 13.39 | 13.49 | 13.55 | 13.49 | 2.05 | 2.05 | 2.03 | 2.06 | 2.02 | 2.12 | -15.54 | -15.48 | -16.19 | 21.24 | 21.10 | 21.27 | 21.18 | 0.17 |
| 79206 | 39599 | 4.40 | 0.15 | 13.38 | 13.36 | 13.49 | 13.51 | 13.46 | 2.10 | 2.09 | 2.08 | 2.09 | 2.08 | 2.15 | -15.74 | -15.75 | -16.42 | 21.21 | 21.11 | 21.27 | 21.18 | 0.16 |
| 79207 | 39600 | 4.32 | 0.17 | 13.37 | 13.39 | 13.48 | 13.54 | 13.47 | 2.07 | 2.03 | 2.03 | 2.08 | 2.14 | 2.33 | -16.03 | -16.01 | -16.64 | 21.18 | 21.03 | 21.24 | 21.10 | 0.21 |
| 79208 | 39601 | 4.38 | 0.14 | 13.37 | 13.37 | 13.49 | 13.51 | 13.45 | 2.12 | 2.11 | 2.08 | 2.11 | 2.13 | 2.21 | -16.03 | -16.08 | -16.72 | 21.17 | 21.12 | 21.23 | 21.21 | 0.11 |
| 79209 | 39602 | 4.35 | 0.18 | 13.35 | 13.38 | 13.46 | 13.53 | 13.45 | 2.07 | 2.04 | 2.03 | 2.02 | 2.07 | 2.13 | -16.04 | -16.02 | -16.63 | 21.17 | 21.04 | 21.17 | 21.13 | 0.13 |
| 79210 | 39603 | 4.35 | 0.14 | 13.38 | 13.37 | 13.48 | 13.51 | 13.45 | 2.13 | 2.08 | 2.09 | 2.07 | 2.12 | 2.16 | -16.17 | -16.26 | -16.88 | 21.16 | 21.13 | 21.24 | 21.19 | 0.11 |
| 79211 | 39604 | 4.34 | 0.16 | 13.37 | 13.38 | 13.47 | 13.53 | 13.46 | 2.06 | 2.05 | 2.05 | 2.08 | 2.08 | 2.14 | -16.11 | -16.10 | -16.73 | 21.16 | 21.03 | 21.22 | 21.12 | 0.19 |
| 79212 | 39605 | 4.38 | 0.16 | 13.36 | 13.36 | 13.46 | 13.52 | 13.44 | 2.11 | 2.13 | 2.06 | 2.11 | 2.12 | 2.18 | -16.23 | -16.32 | -16.93 | 21.16 | 21.11 | 21.23 | 21.17 | 0.12 |
| 79213 | 39606 | 4.37 | 0.16 | 13.38 | 13.37 | 13.49 | 13.53 | 13.46 | 2.11 | 2.12 | 2.09 | 2.12 | 2.12 | 2.20 | -15.99 | -16.05 | -16.67 | 21.18 | 21.10 | 21.21 | 21.19 | 0.11 |
| 79214 | 39607 | 4.36 | 0.16 | 13.38 | 13.40 | 13.52 | 13.54 | 13.48 | 2.12 | 2.10 | 2.05 | 2.08 | 2.11 | 2.18 | -15.75 | -15.81 | -16.44 | 21.17 | 21.10 | 21.23 | 21.18 | 0.13 |